18 points by surprisetalk 4 hours ago | 3 comments on HN
| STRUCTURAL_NEGATIVE_PRIVACY_DRIVEN Mixed
· vv3.4 · 2026-02-24
Article Heatmap
Negative Neutral Positive ND
Aggregates
Weighted Mean
-0.06
Unweighted Mean
-0.06
Max
+0.35 Article 25
Min
-0.55 Article 12
Signal
21
ND
10
Negative
15
Volatility
0.28 (Medium)
Channels
E:0.5S:0.5
Evidence: H:2 M:13 L:6 ND:10
Theme Radar
Domain Context Profile
Element
Modifier
Affects
Note
Privacy
-0.15
Article 12
YouTube embeds extensive tracking and data collection scripts (ad_tracking, PrivacySandboxAdsAPIs, datacollection). Evidence of origin-trial Privacy Sandbox implementation indicates data collection beyond explicit user consent on watch page.
Terms of Service
0.00
Standard platform ToS present but not evaluable from video page HTML alone. No observable violations on-domain.
Accessibility
+0.10
Article 2 Article 26
Multiple accessibility standards implemented (webcomponents, fetch-polyfill, intersection-observer). No explicit exclusions observed. Captions/transcripts available on platform but not confirmed in this specific page load.
Mission
0.00
YouTube's mission statement not directly observable from video page. Platform hosts diverse content but neutrality maintained per Fair Witness protocol.
Editorial Code
-0.10
Article 19
Community Guidelines and content moderation exist but enforcement opaque from page-level data. No editorial independence signal observable from structural code.
Ownership
0.00
Google subsidiary. Ownership transparent but does not affect HRCB scoring per methodology.
Access Model
+0.15
Article 25 Article 26
Free-to-access video platform. Wide global reach without obvious paywalls for viewing. Signed-out access appears supported based on standard YouTube architecture.
Ad/Tracking
-0.20
Article 12 Article 19
Extensive ad tracking infrastructure visible in config (CLIENT_CANARY_STATE, EVENT_ID, EXPERIMENT_FLAGS with 'att_' prefixed flags, gel compression, networkless logging). Aggressive behavioral tracking without transparent opt-in on video load.
Score Breakdown
-0.30
PreamblePreamble
M P
Editorial
ND
Structural
-0.25
Combined
ND
Context Mod.
ND
Structural signals reflect pervasive data collection (tracking scripts, ad tagging, experiment flags) that undermines dignity and free will in accessing information. Negative modifier applied for privacy-invasive architecture at platform level.
-0.10
Article 1Freedom, Equality, Brotherhood
L P
Editorial
ND
Structural
-0.10
Combined
ND
Context Mod.
ND
Structural: Platform provides access regardless of apparent identity, but tracking infrastructure (EventID, CSN logging) enables surveillance that may constrain equal dignity in practice.
+0.15
Article 2Non-Discrimination
M P
Editorial
ND
Structural
+0.05
Combined
ND
Context Mod.
ND
Structural: Accessibility polyfills and webcomponents suggest non-discriminatory technical design. Positive modifier for accessibility infrastructure. However, tracking practices may create practical barriers for privacy-conscious users.
0.00
Article 3Life, Liberty, Security
ND
Editorial
ND
Structural
0.00
Combined
ND
Context Mod.
ND
Observable on-page evidence insufficient to assess security of video hosting and distribution infrastructure.
-0.15
Article 4No Slavery
M P
Editorial
ND
Structural
-0.15
Combined
ND
Context Mod.
ND
Structural: Behavioral tracking (experiment flags, gel logging) can enable profiling and micromanagement. Absence of transparent slavery/servitude safeguards observable in ad-targeting config.
-0.10
Article 5No Torture
L P
Editorial
ND
Structural
-0.10
Combined
ND
Context Mod.
ND
Structural: No explicit torture/cruel treatment signals. However, behavioral manipulation through engagement metrics and recommendation algorithms (not directly visible in HTML but inferred from experiment flags) may constitute degrading treatment.
0.00
Article 6Legal Personhood
ND
Editorial
ND
Structural
0.00
Combined
ND
Context Mod.
ND
Article 6 (legal personhood) not observable at page level.
0.00
Article 7Equality Before Law
ND
Editorial
ND
Structural
0.00
Combined
ND
Context Mod.
ND
Equal protection before law not evaluable from video player page.
0.00
Article 8Right to Remedy
ND
Editorial
ND
Structural
0.00
Combined
ND
Context Mod.
ND
Remedy for violations not observable from page structure.
-0.35
Article 9No Arbitrary Detention
H P
Editorial
ND
Structural
-0.25
Combined
ND
Context Mod.
ND
Structural: Extensive arbitrary detention-analogue through data collection without explicit consent. CONFIG shows 'ad_tracking', 'compress_gel', 'networkless_logging', 'gel_log_commands' indicating systemic data capture. Tracking config creates arbitrary constraints on user autonomy.
0.00
Article 10Fair Hearing
ND
Editorial
ND
Structural
0.00
Combined
ND
Context Mod.
ND
Fair and public hearing rights not evaluable from video player page.
0.00
Article 11Presumption of Innocence
ND
Editorial
ND
Structural
0.00
Combined
ND
Context Mod.
ND
Criminal law presumptions not observable.
-0.55
Article 12Privacy
H P F
Editorial
ND
Structural
-0.35
Combined
ND
Context Mod.
ND
Structural: Pervasive privacy invasion. Config includes 'attmusi', 'att_' prefixed flags, EVENT_ID, CSN logging, origin-trial Privacy Sandbox implementation. Third-party ad tracking enabled by default. Arbitrary interference with privacy through behavioral targeting, event logging, and ad profiling without explicit granular consent.
+0.20
Article 13Freedom of Movement
M P
Editorial
ND
Structural
+0.20
Combined
ND
Context Mod.
ND
Structural: Global video platform provides freedom of movement to access content from worldwide creators. No geofencing observed in base page structure. Positive signal for freedom of movement within information ecosystem.
+0.10
Article 14Asylum
M P
Editorial
ND
Structural
+0.10
Combined
ND
Context Mod.
ND
Structural: Platform allows asylum-seekers and refugees to access content and upload. No apparent exclusions based on national origin visible in tech stack. Sign-out access available per standard YouTube.
0.00
Article 15Nationality
ND
Editorial
ND
Structural
0.00
Combined
ND
Context Mod.
ND
Nationality rights not evaluable from video page.
-0.10
Article 16Marriage & Family
M P
Editorial
ND
Structural
-0.10
Combined
ND
Context Mod.
ND
Structural: Age-gating and account-based features restrict children's privacy protection. Tracking applies to minors without sufficient parental consent mechanisms visible. Platform collects data on minors without transparently protected consent.
-0.40
Article 17Property
H P
Editorial
ND
Structural
-0.25
Combined
ND
Context Mod.
ND
Structural: Extensive property-like exploitation of user data and attention. Behavioral tracking (experiment flags, gel logging, ad tracking) captures and monetizes user activity without explicit property protections. CONFIG reveals 'enable_att_for_transcript_request_on_web_client', 'enable_client_streamz_web', indicating systematic data appropriation.
+0.05
Article 18Freedom of Thought
L P
Editorial
ND
Structural
+0.05
Combined
ND
Context Mod.
ND
Structural: Platform permits diverse creator voices and content creation. No apparent restrictions on conscience/religion visible. However, algorithmic curation (not visible in HTML) may constrain effective expression.
0.00
Article 19Freedom of Expression
M P F
Editorial
ND
Structural
+0.10
Combined
ND
Context Mod.
ND
Structural: Platform facilitates freedom of opinion and expression globally (positive). However, opaque content moderation, algorithmic suppression (experimentation flags suggest A/B testing of visibility), and tracking-based manipulation undermine true freedom of expression. Modifier applied for editorial opacity.
+0.10
Article 20Assembly & Association
M P
Editorial
ND
Structural
+0.10
Combined
ND
Context Mod.
ND
Structural: Platform permits assembly and association through live chat, community posts, and comments (visible in HTML references to 'live_chat_' features). No apparent prohibition on peaceful association visible.
+0.05
Article 21Political Participation
L P
Editorial
ND
Structural
+0.05
Combined
ND
Context Mod.
ND
Structural: Platform facilitates participation in governance of content through reporting, moderation participation. However, algorithmic control by platform limits democratic participation in actual content governance.
-0.15
Article 22Social Security
M P
Editorial
ND
Structural
-0.15
Combined
ND
Context Mod.
ND
Structural: Platform enables social benefits (entertainment, education, community) but creates digital divide exclusion. Tracking infrastructure and ad-targeting may disadvantage users without privacy-bypassing means. Data collection for monetization limits social security equity.
-0.05
Article 23Work & Equal Pay
L P
Editorial
ND
Structural
-0.05
Combined
ND
Context Mod.
ND
Structural: Platform enables creator work and compensation through monetization. However, algorithmic control and unfair terms (not visible in HTML) may undermine fair work conditions for creators.
0.00
Article 24Rest & Leisure
ND
Editorial
ND
Structural
0.00
Combined
ND
Context Mod.
ND
Rest and leisure rights not evaluable from video page.
+0.35
Article 25Standard of Living
M P
Editorial
ND
Structural
+0.20
Combined
ND
Context Mod.
ND
Structural: Free video access provides standard of living improvement through education and information. No paywall for viewing videos. Positive modifier for universal access infrastructure. Platform enables healthcare, educational, and subsistence knowledge sharing globally.
+0.25
Article 26Education
M P
Editorial
ND
Structural
+0.15
Combined
ND
Context Mod.
ND
Structural: Platform enables universal education through video content. Accessibility infrastructure (webcomponents, polyfills) support diverse learners. Captions and transcripts available on platform. Free education access globally. Positive modifier for education enablement.
-0.05
Article 27Cultural Participation
L P
Editorial
ND
Structural
-0.05
Combined
ND
Context Mod.
ND
Structural: Platform enables cultural participation and scientific sharing. However, copyright enforcement and DMCA compliance limit some cultural commons. Slight negative for IP restrictions.
-0.30
Article 28Social & International Order
M P F
Editorial
ND
Structural
-0.20
Combined
ND
Context Mod.
ND
Structural: Platform architecture violates social order necessary for rights realization through pervasive surveillance (tracking, ad profiling, behavioral logging). Systematic data extraction undermines foundation of rights-respecting social order.
-0.25
Article 29Duties to Community
M P F
Editorial
ND
Structural
-0.15
Combined
ND
Context Mod.
ND
Structural: Platform imposes restrictions on freedoms through Terms of Service (not fully visible), community guidelines enforcement, and algorithmic suppression. Data collection and targeting restrict freedoms under guise of personalization. Modifier applied for systemic freedom restriction.
0.00
Article 30No Destruction of Rights
ND
Editorial
ND
Structural
0.00
Combined
ND
Context Mod.
ND
Prevention of UDHR rights destruction not evaluable from page-level data.